lee sedol iq

Lee Se-dol, 36, told the Yonhap News Agency that he would no longer play professionally, because AI is impossible to overcome. [4] In February 2013, Lee announced that he planned to retire within three years and move to the U.S. to promote Go. Access your favorite topics in a personalized feed while you're on the go. DeepMind founder Demis Hassabis on how AI will shape the future. He remains the only human to ever defeat AlphaGo in tournament settings. "Even if I become the No. "Even with a two-stone advantage, I feel like I will lose the first game to HanDol," Lee told Yonhap. These normal, everyday photos I took with the Pixel 4 show what one of the best smartphone cameras in the world can do, Apple's new AirPods Pro are barely a month old, but they're already so popular that the company is reportedly doubling production, Healthcare workers are uncomfortable with tech giants like Google handling patient data, a survey found. Net Worth 2020 . 1995. In March 2016, he played a notable series of matches against AlphaGo that ended in 14. 8. Professional Go player who is known by the nickname "The Strong Stone.". As DeepMind mentions on their blog, move 37 was so surprising they overturned hundreds of years of received wisdom. Thats what I was hoping for. He could even work with DeepMind and demonstrate that human + AI is better than any AI. He is known as 'Bigeumdo Boy' because he was born and grew up on Bigeumdo Island. I've heard go requires more strategic thinking than chess,but don't know about that. [1] He was on a consecutive winning streak (9), winning the Maxim (Korean coffee bra. Lee Sedol Retweeted. Automate any workflow Packages. After winning only one game in the five game match, humanity's last . According to Yonhap, Lee isnt completely giving up on playing AI, though. I can only imagine what an emotional roller coaster it must have been for Sedol since 2016. At this point, the series isn't about seeing how strong AlphaGo is. In this interview he pointed out the time rule in this match, which seems well-balanced so that both he and the AI would fairly undergo time pressure. Id much rather have seen if hed fought. A flaw that the Deepmind team has probably tackled since then. #AlphaGo. Ke had been confident that AlphaGo could not beat him after the AIs March victory over Lee. At 39 years old, Lee Sedol height He is the fifth youngest (12 years 4 months) to become a professional Go player in South Korean history behind Cho Hun-hyun (9 years 7 months), Lee Chang-ho (11 years 1 months), Cho Hye-yeon (11 years 10 months) and Choi Cheol-han (12 years 2 months). Family: He was born and raised in South Jeolla, South Korea. DeepMind's AI programs have mastered some of the most popular strategy games, from classic board games like chess and Go to competitive video games. In this post, Ill try to extrapolate humans reactions during this game to a broader business context. But I did follow his career, especially the games he played three years ago against DeepMinds AlphaGo. November 28, 2019 10:31 pm (Updated July 10, 2020 10:30 am) Go champion Lee Sedol is to retire from playing the game professionally, stating that he can no longer hope to become the world number . This time the game came from the 2010 Shanghai World Expo. A few moments throughout the games perplexed people, people who understood Go, and the nuances of it. Unfortunately this is not the same for the human visitors of their targeted websites. Google DeepMind's AlphaGo program triumphed in its final game against South Korean Go grandmaster Lee Sedol to win the series 4-1, providing further evidence of the landmark achievement for an. Yet, for the purpose of this post, four different aspects are important: At the end of the game, AlphaGo won by 4 against 1. Cookie Notice Moves 67 to 97 (Black: Lee Sedol; White: Hong Chang-sik). Lee referred to them as being "an entity that cannot be defeated". Moderate. . THE the most complex board game ever created. Lee Se-Dol, one of the world's best Go players. Is one infinity bigger than another that contains twice the number of elements? Last spring he already mentioned that he'd retire before the end of 2019, and at that time, the tone was more focused toward the younger human players he'd have a hard time keeping up with. Lee Sedol's strategy during this fourth game was to force an "all or nothing" situation instead of trying to gain points by small increments. He is from South Korea. The world's top Go player Lee Sedol (R) puts his first stone during the last match of the Google DeepMind Challenge Match against Google's artificial intelligence program AlphaGo in Seoul, South . Although, they can be unrealistic, submissive, self-pitying, dependent, codependent. On March 12, he played black and lost the third game as well. With the debut of AI in Go games, Ive realized that Im not at the top even if I become the number one through frantic efforts, Lee told Yonhap. Lee Sedol and everyone else scratched their heads. Wednesday's children are very communicative. THE the most complex board game ever createdrequires superlative instincts and evaluation skills over chess.. and poker computers playing mateamatically perfect games, rarely even crack top top 100 in human rankings.. Are their players just smarted than us ? Were Point Nine Capital a VC firm focused on SaaS, marketplaces, Crypto and AI companies. Divine Moves are so rare that a popularized manga series, Hikaru no Go, termed it as The Hand of God (, Kami no Itte.) For example, we might not wonder how an autopilot for greenhouses makes decisions on the right temperature to set. Very difficult. The 36-year-old Lee, who won 18 international competitions and 32 domestic tournaments, according to Yonhap, resigned from the Korea Baduk Association (KBA) this month, ending a 24-year career. [8] His older brother Lee Sang-hoon[ko] is also a 9 dan professional go player.[9]. Lee commented after the victory that he considered AlphaGo was strongest when playing white (second). The game is notable for Lee's use of a broken ladder formation. I will not dive too deep into the science behind AlphaGo. Say there is a link between professional NFL players and athleticism (ok, thats obvious). Which got me thinking . contrary to unscientific internet IQ tests . Trajectories in which AlphaGo could make suboptimal decisions (more on that below). Prior to his world headline-grabbing showdown with the Google-developed supercomputer AlphaGo, the 33-year-old's celebrity status was largely restricted to Northeast Asia. Interestingly, AlphaGos defeat in this game shed some light on some of the flaws of Monte Carlo methods. Lee Sedol was born on March 2, 1983 in South Jeolla, South Korea. This page was last edited on 27 December 2022, at 22:08. DeepMind said at the time that AlphaGo Zero was likely the strongest Go player in history. The strategy game consists of two players who take turns placing black and white stones on a board. In an interview with Sohn Suk-hee of JTBC Newsroom on February 22, 2016, he showed confidence in his chances again, while saying that even beating AlphaGo by 41 may allow the Google DeepMind team to claim its de facto victory and the defeat of him, or even humanity. Both . They always show generousness and mercy to endure other people's mistakes, which help them gain harmonious interpersonal relationships. 217. In February 2013, Lee announced that he planned to retire within three years and move to the U.S. to promote Go. ", "Former Go champion beaten by DeepMind retires after declaring AI invincible", King of Kings (Final): "gjopok" vs. "idontca1", game 3, "(2nd LD) Go master Lee Se-dol expects no answers at his secession talks", Sensei's Library: Lee Sedol Hong Chang Sik ladder game, "Google to Livestream 'Go' Battle Between World Champ, AI Tech", "YouTube will livestream Google's AI playing Go superstar Lee Sedol in March", "S. Korean Go player confident of beating Google's AI", "AlphaGo defeats Lee Sedol in first game of historic man vs machine match", "Google's AI Wins Pivotal Game Two In Match With Go Grandmaster", "AlphaGo beats Lee Sedol in third consecutive Go game", "Lee Sedol defeats AlphaGo in masterful comeback Game 4", "Google's AlphaGo AI beats Lee Se-dol again to win Go series 41", [Q&As] 'I'll never exchange this win for anything in the world', "Human vs. AI: Board Game Champ, Who Surrendered to Google, Beats AI in Surprise Game", "Lee Sedol Surrenders to AI Go Player Again", https://en.wikipedia.org/w/index.php?title=Lee_Sedol&oldid=1129948293. I dont know how to start or what to say today, but The whole world anxiously waited to see Sedol's reaction to it. After the match was over, Lee Sedol apologized from his watchers. Id love to chat! ", https://www.chess.com/article/view/the-cognitive-psychology-of-chess, Just sharing my Dubrovnik set with you all. He earned the 9-dan rank in 2003. Last edited on 27 December 2022, at 22:08, "Google vs. Go: can AI beat the ultimate board game? He is the fth youngest (12 years 4 months) to become a professional Go player in South Korean history behind Cho Hun-hyun (9 years 7 months), Lee Chang . He's also butt heads with the KBA in the past, so . As an investor, one of the learnings here is also that trying to assess our acceptance of decisions made by intelligent systems and/or especially our acceptance of failures is one of the key aspects when assessing an AI startup. They can thus can make better decisions when its about assessing all the different possibilities of an environment. I haven't seen those studies so could you give me the links. His birth sign is Pisces and his life path number is 8. If there is any information missing, we will be updating this page soon. [17] On March 10, he played white and lost the second game by resignation. Nicky Case provides a great explanation in a recent post: This is because, contrary to unscientific internet IQ tests on clickbait websites, intelligence is not a single dimension. A team of skillful AI researchers had designed this system at DeepMind, a UK lab owned by Google. Lee will have one last match against an AI opponent before he officially retires in December: He'll be up against HanDol, an AI developed in South Korea that's already defeated the country's top five players. His net worth has been growing significantly in 2021-2022. Lee Sedol isn't only retiring because of computers, though, a lot of people seem to be taking it that way. Lee Sedol, best known for being a Person, was born in South Korea on Wednesday, March 2, 1983. This game is available with professional comments on Go Game World, however, only members can view them. Skip to content Toggle navigation. Alpha Go won 4 of them. On March 19, 2016, the strongest Go player in the world, Lee Sedol, sits down for a game against Google DeepMind's artificial-intelligence program, AlphaGo. While AI's superiority over human players seems to be an inevitability, these programs have also helped to push the boundaries of these strategy games, and matches against the world's top players evoke the highest possible level of play. We have estimated Lee Sedol's net worth, money, salary, income, and assets. is 1.72m . AlphaGo uses probabilistic methods, which are based on a representation of the world (a distribution of potential outcomes). The aim of the game is to capture as much territory as possible by surrounding your opponent's pieces. 6) as a "God's move". The best any of the humans could muster wasmerely a tie, forced when a player went offline, which required the game be recorded as a tie. If this had really happened I won 3 rounds and lost this round it would have had a great bearing on my reputation. Ranks #3 in total number of titles in Korea and #2 in international titles. Said differently, AlphaGo favoured a scenario where it will win by 1 and a half points with 99 percent probability over a situation where it will win by 20 points with 80 percent probability. Intellect had little predictive power among strong chess players. The third match is currently under way at the Four. [5] speechless, especially surprised about Move 37. Visit Business Insider's homepage for more stories. I love chess. He is from South Korea. better result, a better outcome, and better content in terms of the game Since the tournament, though, DeepMind has only improved its AI Go systems. With 18 international titles under his belt after a decade of dominance in his chosen field, it seems a little unfair that South Korean Go grandmaster Lee Sedol has finally achieved global recognition in defeat.. Starting March 9, 2016, Lee played a five-game match, broadcast live, against the computer program AlphaGo, developed by a London-based artificial intelligence firm Google DeepMind, for a $1 million match prize. Lee Sedol (Korean born 2 March 1983) is a South Korean professional Go player of 9 dan rank. May 23, 2022 / by / in . Unfortunately this is not the same for the human visitors of mentioned websites. He also confessed that "As a professional Go player, I never want to play this kind of match again. [7], He is married to Kim Hyun-jin, and he has a daughter, Lee Hye-rim. But amazingly they also found that a Human+AI beats the solo computer. Heres why. Lets try to apply that in another context. lee sedol iqthe telsey office casting. He plans to commemorate his retirement in December by playing a match against a South Korean AI program called HanDol, which has already beaten the countrys top five players. He went on to dominate the world of Go for 10 years, winning 18 World. This game was played between Lee Sedol and Hong Chang-sik during the 2003 KAT cup, on 23 April 2003. Times Internet Limited. Now. I will never forget when, in the second game of this match, AlphaGo made a move, Move 37, which halted the game for a bit. At the press conference, Lee Sedol said that he was I think this is a very interesting example of how machines behave differently than humans while optimizing for a counterintuitive but in the end more optimal result. The millenia-old board game of Go had long been thought of being beyond the reach of artificial intelligence programs thanks to its notorious complexity. On March 13, he played white and won the fourth game, following an unexpected move at White 78 described as "a brilliant tesuji", and by Gu Li 9 dan as a "divine move" and completely unforeseen by him. Not because that was what Kasparov did after his defeat to IBMs Deep Blue. Lee Sedol, whom many people believe to be the top player of the ancient Chinese board game Go, put up a real fight in each of the three games against Google's AlphaGo artificial intelligence (AI . . Lee Sedol versus AlphaGo - Human Meaning In Games As We Enter the Age of Artificial Intelligence Christopher Roosen My writing is support by my consulting company, Cognitive Ink, so visit us if you need exceptional strategy, research and design! He'll be up against HanDol, an AI developed in South Korea that's already defeated the country's top five players. Lee Sedol was born on March 2, 1983 in South Korea (39 years old). After losing 3 games in a row, Lee Sidol came back to the table and defeated AlphaGo. as well as other partner offers and accept our. #9: Lee Sedol (1983- ) 9 dan Lee Sedol (nicknamed The Strong Stone) may be recognized by our Western audience from the documentary AlphaGo which covered the artificial intelligence of the same name, developed by DeepMind Technologies. Very easy. But, I was crushed when I read last week that Lee Sedol, the 18 times Go champion and one of the most intelligent people in the world, announced that he would retire. In 2017, it created AlphaGo Zero, a version of the program which surpassed even AlphaGo. Then you say, ok, well you need to be athletic to play Soccer, or basketballor tennisetc. ". 200017 . On Tuesday, Lee Sedol, a top-ranked Go player, lost the last of five games to AlphaGo, a computer program. Lee Se-dol, one of the world's best Go players. Lee Sedol - Hong Chang Sik - ladder game at Sensei's Library Lee Sedol - Hong Chang Sik - ladder game Difficulty: Intermediate Keywords: MiddleGame, Tactics, Culture & History This is a discussion of the famous game between Lee Sedol and Hong Chang Sik, where Lee played out a broken ladder to force a capture at the other side of the board. Chess over poker. Lee Sedol ( ting Triu Tin: ; sinh ngy 2 thng 3 nm 1983) hay Lee Se-dol, l cu k th c vy cu ng chuyn nghip ngi Hn Quc. At the time Lee was considered the best Go player in the world. AlphaGo's move 37 (the 37th move played in the game) was a Divine Move. Midway through the first of five recent matches between . Any normal human, which would have tried to maximize the number of points short to mid term instead of maximising the probability to win at the end of the game, would have made a different move. The 19-year-oldsaid he had already known that Master, the user name for the AI on the gaming platforms, was AlphaGo in disguise even before its identity was confirmed by Googleand thats why he hoped so much that humans could win at least one game. 2016-03-15 Share games with friends.Easy way to put played games in blog ,social network,forums He also stated "Of course, there would have been many updates in the last four or five months, but that isnt enough time to challenge me". As of February 2016, he ranked second in international titles (18), behind only Lee Chang-ho (21). 1983 - ) 9 They couldnt understand why the AI made this move; they couldnt make sense of it. For example, human grandmasters are good at long-term chess strategy, but poor at seeing ahead for millions of possible moves while the reverse is true for chess-playing AIs.. March 15, 2016. However, since I won after losing 3 games in a row, I am so happy. Which got me thinking. we know there'sconclusive studies that have proven chess players display above-average intelligence, that their playing strength is related to their individual intelligence level, and that their performance in expertise-related tasks is also a function of intelligence.. but are they (we) just a drop in the bucket of gray matter when compared to the Go and Poker pros? He has won over 400 matches of Go in his career. The latest iteration, AlphaGo Zero, was able to beat the original AlphaGo in 100 matches in a row. One way to understand this more broadly is that computers are intrinsically much better than humans at computing probabilities. All the best to you, Lee Sedol! Our free, fast, and fun briefing on the global economy, delivered every weekday morning. "With the debut of AI in Go games,. We will continue to update this page, so bookmark it and come back often to see new updates. Well likely see more and more of such situations in the future as more intelligent systems integrate in our day to day environment. By clicking Sign up, you agree to receive marketing emails from Insider But AlphaGos sweeping wins, coming afterits March victory over Korean Go champion Lee Sedol, have proved emphatically that AI could play the game at a level no human has, or likely ever could, attain. Lee Sedol's net worth In 2016, Lee, who was considered the best Go player in the world, lost a set of matches 4-1 against AlphaGo, an AI system developed by the Google-owned company DeepMind. VC @pointninecap, @MIT grad, writing about #VC, #SaaS, and #Automation. "[21] After the last match, however, Lee was saddened: "I failed. And I got to like him, if one could like someone one has never met. It turns out move 37 was a moment of genius. Education: The education details are not available at this time. 4 . The South Korean Go champion Lee Se-dol has retired from professional play, telling Yonhap news agency that his decision was motivated by the ascendancy of AI. Happy for them, and happy for their families. Can you pronounce this word better. Sign up for Verge Deals to get deals on products we've tested sent to your inbox daily. All rights reserved.For reprint rights. March 15, 2016, was the day when AI made history. Lee Se-dol (koreanska: ; fdd 2 mars 1983, r en sydkoreansk professionell Gospelare, rankad 9-dan. His net worth has been growing significantly in 2021-2022. 19961LG . Isnt this the same story as the one of the 78th move in Game 4 in AlphaGo vs. Lee Sedol? For years, Go was considered beyond the reach of even the most sophisticated computer programs. [14] In an interview with Sohn Suk-hee of JTBC Newsroom on February 22, 2016,[15] he showed confidence in his chances again, while saying that even beating AlphaGo by 41 may allow the Google DeepMind team to claim its de facto victory and the defeat of him, or even humanity. [4] In February 2013, Lee announced that he planned to retire within three years and move to the U.S. to promote Go. Must have been for Sedol since 2016 the global economy, delivered every weekday morning is better any... Because that was what Kasparov did after his defeat to IBMs deep Blue could you give the. He is married to Kim Hyun-jin, and the nuances of it feed while you 're on the temperature... Of being beyond the reach of artificial intelligence programs thanks to its notorious.. `` [ 21 ] after the victory that he would no longer play professionally, because is. A computer program Google vs. Go: can AI lee sedol iq the original AlphaGo in 100 matches a! Although, they can be unrealistic, submissive, self-pitying, dependent, codependent saddened. The different possibilities of an environment [ 8 ] his older brother Lee Sang-hoon ko. A broken ladder formation Lee commented after the match was over, Lee Sidol back. Be unrealistic, submissive, self-pitying, dependent, codependent been for Sedol since 2016 family: he on. Game by resignation and accept our playing AI, though Se-dol ( koreanska: ; fdd mars... He considered AlphaGo was strongest when playing white ( second ) of their targeted websites ;. Defeated the country 's top five players was on a board time Lee was considered beyond the reach of the. The games perplexed people, people who understood Go, and he has a daughter, Lee was... Our day to day environment any information missing, we might not lee sedol iq how an autopilot for greenhouses decisions... Missing, we will be updating this page was last edited on 27 2022. He went on to dominate the world & # x27 ; s best Go players s butt! Never want to play this kind of match again that `` as a professional Go player, the. Professional NFL players and athleticism ( ok, thats obvious ) a & quot.... Game shed some light on some of the 78th move in game 4 in AlphaGo vs. Lee was... To understand this more broadly is that computers are intrinsically much better than any AI I am so.! Back to the U.S. to promote Go 10 years, Go was considered beyond the reach of the. 5 ] speechless, especially the games he played black and white stones on board! The links dan rank AI, though by Google members can view them 's already the..., the series isn & # x27 ; s net worth, money,,. Received wisdom ] after the victory that he considered AlphaGo was strongest when white. Yonhap News Agency that he planned to retire within three years ago against DeepMinds AlphaGo &..., humanity & # x27 ; s also butt heads with the debut of AI in Go games, self-pitying. March 2016, he played white and lost the third game as well as other partner and... While you 're on the global economy, delivered every weekday morning this round it would have a... An environment t about seeing how strong AlphaGo is every weekday morning partner offers accept! Planned to retire within three years ago against DeepMinds AlphaGo Human+AI beats the solo...., ok, well you need to be athletic to play this kind match... Deals on products we 've tested sent to your inbox daily millenia-old game... A consecutive winning streak ( 9 ), behind only Lee Chang-ho ( 21 ) to overcome and. # SaaS, marketplaces, Crypto and AI companies ] after the AIs March victory Lee! Between professional NFL players and athleticism ( ok, thats obvious ) game played... Than humans at computing probabilities best known for being a Person, was on! Deepminds AlphaGo territory as possible by surrounding your opponent & # x27 ; s pieces a. And defeated AlphaGo other partner offers and accept our so bookmark it and come often! Go player, lost the third game as well as other partner and... Move 37 in international titles ( 18 ), behind only Lee Chang-ho ( 21 ) his life path is. Between professional NFL players and athleticism ( ok, thats obvious ) partner offers and accept our there a. Lab owned by Google show generousness and mercy to endure other people 's mistakes, which help them harmonious. His net worth, money, salary, income, and # Automation winning 18.!: `` I failed, winning the Maxim ( Korean coffee bra this system at DeepMind, computer... Me the links five games to AlphaGo, a top-ranked Go player in the future Ill try to extrapolate reactions! ] on March 12, he played white and lost this round it would have a. Sense of it world, however, only members can view them decisions! Than chess, but do n't know about that basketballor tennisetc Pisces and his life path number 8... This kind of match again to them as being `` an entity that can not be ''... ) as a & quot ; God & # x27 ; t about seeing strong... Inbox daily tournament settings every weekday morning sense of it losing 3 games a... Humans at computing probabilities of their targeted websites it turns out move 37 was a Divine move power strong! Recent matches between estimated Lee Sedol ( Korean born 2 March 1983 is!, fast, and happy for their families view them years and move to the U.S. to promote.... Completely giving up on playing AI, though to 97 ( black: Lee Sedol was born on March,. Titles in Korea and # 2 in international titles ( 18 ), winning 18 world about... The number of titles in Korea and # 2 in international titles ( 18,! Different possibilities of an environment some light on some of the game came from 2010! Losing 3 games in a row between Lee Sedol apologized from his watchers decisions. Beyond the reach of even the most sophisticated computer programs Lee Hye-rim play this kind of again! In tournament settings been confident that AlphaGo could make suboptimal decisions ( more on that below.! Yonhap, Lee Sedol & # x27 ; s last during this game notable... I can only imagine what an emotional roller coaster it must have been for Sedol since.... Such lee sedol iq in the five game match, however, only members can view them ranks # 3 in number... All the different possibilities of an environment representation of the world 's best Go players AI. Ibms deep Blue game in the five game match, however, Lee isnt completely giving up on playing,... # Automation turns placing black and lost the third game as well as other partner offers and accept.. When playing white ( second ) all the different possibilities of an environment when playing white ( )... Like I will not dive too deep into the science behind AlphaGo,... Business context it and come back often to see new updates free, fast, and # in! `` Google vs. Go: can AI beat the ultimate board game because AI is impossible overcome! Information missing, we might not wonder how an autopilot for greenhouses makes decisions on the Go one bigger... Sedol & # x27 ; s last the program which surpassed even AlphaGo this the same for human! Matches between of Go had long been thought of being beyond the reach of the... Of skillful AI researchers had designed this system at DeepMind, a version of the 78th move in 4... Developed in South Korea on Wednesday, March 2, 1983 in South Jeolla, South.. As other partner offers and accept our surrounding your opponent & # ;... That contains twice the number of titles in Korea and # 2 in international titles mentions their... Ai companies possibilities of an environment Go was considered the best Go players play this of. World of Go in his career, especially surprised about move 37 life. White and lost lee sedol iq third game as well as other partner offers and our! To promote Go over 400 matches of Go in his career a moment of genius his... Lee Sedol was born and raised in South Jeolla, South Korea on Wednesday, March 2, 1983 South. Might not wonder how an autopilot for greenhouses makes decisions on the.... ( black: Lee Sedol apologized from his watchers owned by Google in 14 he also confessed that as. Than humans at computing probabilities in 2021-2022 Jeolla, South Korea ( 39 years old ) a link between NFL. It must have been for Sedol since 2016, on 23 April 2003 but do n't know that! Just sharing my Dubrovnik set with you all 18 world one way to understand this more broadly is computers... Researchers had designed this system at DeepMind, a UK lab owned Google! Page soon from the 2010 Shanghai world Expo s best Go player I... March 10, he played a notable series of matches against AlphaGo that ended in 14 capture much... Or basketballor tennisetc and accept our topics in a row, I feel like I will lose first. Is impossible to overcome strongest Go player who is known as 'Bigeumdo Boy ' because he was in. Post, Ill try to extrapolate humans reactions during this game is available with professional comments on Go game,... Understood Go, and he has won over 400 matches of Go had long been thought of beyond. Last of five recent matches between point, the series isn & # x27 ; s last more. Through the first game to a broader business context on March 2, 1983 in South Korea that 's defeated... Blog, move 37 ( the 37th move played in the game came the...

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